Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 1000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 86.1 KiB |
| Average record size in memory | 88.1 B |
Variable types
| NUM | 10 |
|---|---|
| BOOL | 1 |
X0 has unique values | Unique |
X1 has unique values | Unique |
X2 has unique values | Unique |
X3 has unique values | Unique |
X4 has unique values | Unique |
X5 has unique values | Unique |
X6 has unique values | Unique |
X7 has unique values | Unique |
X8 has unique values | Unique |
X9 has unique values | Unique |
Reproduction
| Analysis started | 2020-12-15 21:15:17.578474 |
|---|---|
| Analysis finished | 2020-12-15 21:15:41.618886 |
| Duration | 24.04 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.01478455009 |
|---|---|
| Minimum | -3.376443106 |
| Maximum | 3.302392471 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.376443106 |
|---|---|
| 5-th percentile | -1.659928602 |
| Q1 | -0.6417063817 |
| median | -0.02837056001 |
| Q3 | 0.6405595405 |
| 95-th percentile | 1.652831665 |
| Maximum | 3.302392471 |
| Range | 6.678835577 |
| Interquartile range (IQR) | 1.282265922 |
Descriptive statistics
| Standard deviation | 0.9893086471 |
|---|---|
| Coefficient of variation (CV) | -66.9150323 |
| Kurtosis | 0.04113907441 |
| Mean | -0.01478455009 |
| Median Absolute Deviation (MAD) | 0.6378575796 |
| Skewness | 0.02369476202 |
| Sum | -14.78455009 |
| Variance | 0.9787315992 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.05136876648 | 1 | 0.1% | |
| -0.2242791062 | 1 | 0.1% | |
| 2.09940513 | 1 | 0.1% | |
| 0.412833355 | 1 | 0.1% | |
| -1.919147051 | 1 | 0.1% | |
| 2.135777582 | 1 | 0.1% | |
| -0.2893252915 | 1 | 0.1% | |
| 0.6856730456 | 1 | 0.1% | |
| -1.347807294 | 1 | 0.1% | |
| 0.04672874124 | 1 | 0.1% | |
| 0.5673240615 | 1 | 0.1% | |
| -0.3065799868 | 1 | 0.1% | |
| -1.520462342 | 1 | 0.1% | |
| 0.5489160978 | 1 | 0.1% | |
| 0.7524263576 | 1 | 0.1% | |
| -0.1588728469 | 1 | 0.1% | |
| 0.4034039596 | 1 | 0.1% | |
| -0.1375898133 | 1 | 0.1% | |
| -0.2183755254 | 1 | 0.1% | |
| -1.359584872 | 1 | 0.1% | |
| 1.503903586 | 1 | 0.1% | |
| 0.3319768015 | 1 | 0.1% | |
| -0.1593918203 | 1 | 0.1% | |
| 0.2735308959 | 1 | 0.1% | |
| 2.109176008 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.376443106 | 1 | 0.1% | |
| -3.037291038 | 1 | 0.1% | |
| -2.843248348 | 1 | 0.1% | |
| -2.601646011 | 1 | 0.1% | |
| -2.49514002 | 1 | 0.1% | |
| -2.451189277 | 1 | 0.1% | |
| -2.402748273 | 1 | 0.1% | |
| -2.395235666 | 1 | 0.1% | |
| -2.349425743 | 1 | 0.1% | |
| -2.30900328 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.302392471 | 1 | 0.1% | |
| 2.854871733 | 1 | 0.1% | |
| 2.626631257 | 1 | 0.1% | |
| 2.609894298 | 1 | 0.1% | |
| 2.486379718 | 1 | 0.1% | |
| 2.476995394 | 1 | 0.1% | |
| 2.390883774 | 1 | 0.1% | |
| 2.379274764 | 1 | 0.1% | |
| 2.378994066 | 1 | 0.1% | |
| 2.336256689 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.01921213945 |
|---|---|
| Minimum | -2.916405482 |
| Maximum | 4.611884702 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.916405482 |
|---|---|
| 5-th percentile | -1.493233298 |
| Q1 | -0.6320608595 |
| median | 0.02069561533 |
| Q3 | 0.6209227658 |
| 95-th percentile | 1.557967488 |
| Maximum | 4.611884702 |
| Range | 7.528290183 |
| Interquartile range (IQR) | 1.252983625 |
Descriptive statistics
| Standard deviation | 0.9410054173 |
|---|---|
| Coefficient of variation (CV) | 48.97973074 |
| Kurtosis | 0.2951706618 |
| Mean | 0.01921213945 |
| Median Absolute Deviation (MAD) | 0.6325127108 |
| Skewness | 0.1426403708 |
| Sum | 19.21213945 |
| Variance | 0.8854911953 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.5444806357 | 1 | 0.1% | |
| -1.060736582 | 1 | 0.1% | |
| 0.8277757138 | 1 | 0.1% | |
| 0.6772771669 | 1 | 0.1% | |
| -0.8059330247 | 1 | 0.1% | |
| 1.234878418 | 1 | 0.1% | |
| -0.776657033 | 1 | 0.1% | |
| -1.570420221 | 1 | 0.1% | |
| -0.2980968486 | 1 | 0.1% | |
| -0.1033635413 | 1 | 0.1% | |
| -1.37808708 | 1 | 0.1% | |
| -0.644287699 | 1 | 0.1% | |
| 0.01129645065 | 1 | 0.1% | |
| 0.3137273794 | 1 | 0.1% | |
| 1.579581209 | 1 | 0.1% | |
| -0.813238158 | 1 | 0.1% | |
| -0.4202449438 | 1 | 0.1% | |
| -0.3262338518 | 1 | 0.1% | |
| -1.933136949 | 1 | 0.1% | |
| -0.4899117481 | 1 | 0.1% | |
| -0.2091928768 | 1 | 0.1% | |
| -0.1536558954 | 1 | 0.1% | |
| -1.119999176 | 1 | 0.1% | |
| -0.08923782924 | 1 | 0.1% | |
| 0.406006372 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -2.916405482 | 1 | 0.1% | |
| -2.548969655 | 1 | 0.1% | |
| -2.414053505 | 1 | 0.1% | |
| -2.380901414 | 1 | 0.1% | |
| -2.294804238 | 1 | 0.1% | |
| -2.235194616 | 1 | 0.1% | |
| -2.092771355 | 1 | 0.1% | |
| -2.088550914 | 1 | 0.1% | |
| -2.088015025 | 1 | 0.1% | |
| -2.058328656 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 4.611884702 | 1 | 0.1% | |
| 3.027460256 | 1 | 0.1% | |
| 2.666751061 | 1 | 0.1% | |
| 2.624891241 | 1 | 0.1% | |
| 2.578111417 | 1 | 0.1% | |
| 2.566835861 | 1 | 0.1% | |
| 2.531534672 | 1 | 0.1% | |
| 2.520291436 | 1 | 0.1% | |
| 2.420713049 | 1 | 0.1% | |
| 2.250440288 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.01685346103 |
|---|---|
| Minimum | -4.041539819 |
| Maximum | 3.072365448 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -4.041539819 |
|---|---|
| 5-th percentile | -1.612668562 |
| Q1 | -0.6955474544 |
| median | 0.03473988829 |
| Q3 | 0.7352175096 |
| 95-th percentile | 1.726854409 |
| Maximum | 3.072365448 |
| Range | 7.113905267 |
| Interquartile range (IQR) | 1.430764964 |
Descriptive statistics
| Standard deviation | 1.034683037 |
|---|---|
| Coefficient of variation (CV) | 61.39291121 |
| Kurtosis | 0.06447931785 |
| Mean | 0.01685346103 |
| Median Absolute Deviation (MAD) | 0.7156674089 |
| Skewness | -0.07711370747 |
| Sum | 16.85346103 |
| Variance | 1.070568986 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.009092003879 | 1 | 0.1% | |
| 1.475581963 | 1 | 0.1% | |
| 0.01844548079 | 1 | 0.1% | |
| -0.9674193534 | 1 | 0.1% | |
| -0.5832145691 | 1 | 0.1% | |
| -0.64692142 | 1 | 0.1% | |
| -0.3818051123 | 1 | 0.1% | |
| 0.7269002849 | 1 | 0.1% | |
| 1.392486786 | 1 | 0.1% | |
| 2.930410778 | 1 | 0.1% | |
| 1.147324733 | 1 | 0.1% | |
| 0.2519530252 | 1 | 0.1% | |
| -0.6328947837 | 1 | 0.1% | |
| 0.565171624 | 1 | 0.1% | |
| 0.2282118847 | 1 | 0.1% | |
| -1.213859394 | 1 | 0.1% | |
| 0.5841855026 | 1 | 0.1% | |
| -1.148279709 | 1 | 0.1% | |
| -0.8747918261 | 1 | 0.1% | |
| -2.230624909 | 1 | 0.1% | |
| -0.04408477368 | 1 | 0.1% | |
| 2.398849845 | 1 | 0.1% | |
| -0.8933862058 | 1 | 0.1% | |
| 1.704810939 | 1 | 0.1% | |
| -0.2243886474 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -4.041539819 | 1 | 0.1% | |
| -3.4958964 | 1 | 0.1% | |
| -2.980931308 | 1 | 0.1% | |
| -2.753465101 | 1 | 0.1% | |
| -2.727372408 | 1 | 0.1% | |
| -2.720360609 | 1 | 0.1% | |
| -2.68153046 | 1 | 0.1% | |
| -2.651435721 | 1 | 0.1% | |
| -2.593498615 | 1 | 0.1% | |
| -2.472510007 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.072365448 | 1 | 0.1% | |
| 2.930410778 | 1 | 0.1% | |
| 2.874363608 | 1 | 0.1% | |
| 2.73304366 | 1 | 0.1% | |
| 2.535054035 | 1 | 0.1% | |
| 2.521986672 | 1 | 0.1% | |
| 2.436736317 | 1 | 0.1% | |
| 2.427350968 | 1 | 0.1% | |
| 2.398849845 | 1 | 0.1% | |
| 2.370460252 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.02281267566 |
|---|---|
| Minimum | -3.258875853 |
| Maximum | 3.097303921 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.258875853 |
|---|---|
| 5-th percentile | -1.728155372 |
| Q1 | -0.6663782292 |
| median | 0.0742246108 |
| Q3 | 0.7322322899 |
| 95-th percentile | 1.632293063 |
| Maximum | 3.097303921 |
| Range | 6.356179774 |
| Interquartile range (IQR) | 1.398610519 |
Descriptive statistics
| Standard deviation | 1.033905535 |
|---|---|
| Coefficient of variation (CV) | 45.32153747 |
| Kurtosis | -0.03343725243 |
| Mean | 0.02281267566 |
| Median Absolute Deviation (MAD) | 0.7076998716 |
| Skewness | -0.0891381421 |
| Sum | 22.81267566 |
| Variance | 1.068960655 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.3435625411 | 1 | 0.1% | |
| -0.3341929613 | 1 | 0.1% | |
| -0.9700313603 | 1 | 0.1% | |
| -0.3803146592 | 1 | 0.1% | |
| 1.138031924 | 1 | 0.1% | |
| -1.371485873 | 1 | 0.1% | |
| -0.6474612683 | 1 | 0.1% | |
| -0.03370483334 | 1 | 0.1% | |
| 0.5936144012 | 1 | 0.1% | |
| -1.447648137 | 1 | 0.1% | |
| 0.5956421148 | 1 | 0.1% | |
| -1.905292328 | 1 | 0.1% | |
| 1.223747124 | 1 | 0.1% | |
| 0.9476997779 | 1 | 0.1% | |
| 0.6239883634 | 1 | 0.1% | |
| 0.4999683275 | 1 | 0.1% | |
| 0.3984849117 | 1 | 0.1% | |
| -0.8845541524 | 1 | 0.1% | |
| 1.591266146 | 1 | 0.1% | |
| -0.3488130358 | 1 | 0.1% | |
| 0.5432318896 | 1 | 0.1% | |
| -0.5816832637 | 1 | 0.1% | |
| -0.3125129607 | 1 | 0.1% | |
| 0.1379779062 | 1 | 0.1% | |
| 1.373181585 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.258875853 | 1 | 0.1% | |
| -3.033034136 | 1 | 0.1% | |
| -2.965409492 | 1 | 0.1% | |
| -2.906082839 | 1 | 0.1% | |
| -2.90544288 | 1 | 0.1% | |
| -2.824811487 | 1 | 0.1% | |
| -2.653993171 | 1 | 0.1% | |
| -2.635524133 | 1 | 0.1% | |
| -2.430603532 | 1 | 0.1% | |
| -2.411980618 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.097303921 | 1 | 0.1% | |
| 3.090889848 | 1 | 0.1% | |
| 2.962696381 | 1 | 0.1% | |
| 2.918057559 | 1 | 0.1% | |
| 2.739377159 | 1 | 0.1% | |
| 2.616512895 | 1 | 0.1% | |
| 2.603307733 | 1 | 0.1% | |
| 2.534526641 | 1 | 0.1% | |
| 2.438148916 | 1 | 0.1% | |
| 2.375052778 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.01609040813 |
|---|---|
| Minimum | -3.018393038 |
| Maximum | 2.947144857 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.018393038 |
|---|---|
| 5-th percentile | -1.681068141 |
| Q1 | -0.691713426 |
| median | 0.002950518283 |
| Q3 | 0.7156868621 |
| 95-th percentile | 1.629455483 |
| Maximum | 2.947144857 |
| Range | 5.965537894 |
| Interquartile range (IQR) | 1.407400288 |
Descriptive statistics
| Standard deviation | 1.008010671 |
|---|---|
| Coefficient of variation (CV) | 62.64668138 |
| Kurtosis | -0.1937272108 |
| Mean | 0.01609040813 |
| Median Absolute Deviation (MAD) | 0.7001185924 |
| Skewness | 0.05795719133 |
| Sum | 16.09040813 |
| Variance | 1.016085513 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -1.21863382 | 1 | 0.1% | |
| -0.01155432536 | 1 | 0.1% | |
| 0.4649327372 | 1 | 0.1% | |
| -0.8166856198 | 1 | 0.1% | |
| 0.09559419598 | 1 | 0.1% | |
| -0.4951572497 | 1 | 0.1% | |
| 0.6542498273 | 1 | 0.1% | |
| -0.5026220194 | 1 | 0.1% | |
| -2.31799328 | 1 | 0.1% | |
| -0.4765035602 | 1 | 0.1% | |
| 0.8331694088 | 1 | 0.1% | |
| -0.3343282941 | 1 | 0.1% | |
| 0.2296579589 | 1 | 0.1% | |
| 1.043188117 | 1 | 0.1% | |
| 1.409928308 | 1 | 0.1% | |
| 0.2077710734 | 1 | 0.1% | |
| 0.8022505348 | 1 | 0.1% | |
| 0.1777200848 | 1 | 0.1% | |
| 0.1440384142 | 1 | 0.1% | |
| -0.05377845439 | 1 | 0.1% | |
| 0.1260409212 | 1 | 0.1% | |
| -0.2802503831 | 1 | 0.1% | |
| -0.4504426301 | 1 | 0.1% | |
| -0.7056660603 | 1 | 0.1% | |
| -0.3975091076 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.018393038 | 1 | 0.1% | |
| -2.690371818 | 1 | 0.1% | |
| -2.616654466 | 1 | 0.1% | |
| -2.475163581 | 1 | 0.1% | |
| -2.457380141 | 1 | 0.1% | |
| -2.31799328 | 1 | 0.1% | |
| -2.213878945 | 1 | 0.1% | |
| -2.202739934 | 1 | 0.1% | |
| -2.176889327 | 1 | 0.1% | |
| -2.172383452 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2.947144857 | 1 | 0.1% | |
| 2.884576544 | 1 | 0.1% | |
| 2.768740631 | 1 | 0.1% | |
| 2.737569489 | 1 | 0.1% | |
| 2.577403816 | 1 | 0.1% | |
| 2.575573465 | 1 | 0.1% | |
| 2.514277065 | 1 | 0.1% | |
| 2.509632879 | 1 | 0.1% | |
| 2.484502141 | 1 | 0.1% | |
| 2.474188023 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.06924887497 |
|---|---|
| Minimum | -3.309190753 |
| Maximum | 3.069130885 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.309190753 |
|---|---|
| 5-th percentile | -1.622659903 |
| Q1 | -0.7287572796 |
| median | -0.06492137438 |
| Q3 | 0.5673113345 |
| 95-th percentile | 1.512885826 |
| Maximum | 3.069130885 |
| Range | 6.378321638 |
| Interquartile range (IQR) | 1.296068614 |
Descriptive statistics
| Standard deviation | 0.9471817779 |
|---|---|
| Coefficient of variation (CV) | -13.67793742 |
| Kurtosis | -0.07919887013 |
| Mean | -0.06924887497 |
| Median Absolute Deviation (MAD) | 0.6507924672 |
| Skewness | 0.007120874143 |
| Sum | -69.24887497 |
| Variance | 0.8971533204 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.08960324387 | 1 | 0.1% | |
| 1.652397852 | 1 | 0.1% | |
| 0.249733928 | 1 | 0.1% | |
| 0.6486887723 | 1 | 0.1% | |
| -0.808560415 | 1 | 0.1% | |
| 0.2067204977 | 1 | 0.1% | |
| -0.06402081688 | 1 | 0.1% | |
| -0.7195821963 | 1 | 0.1% | |
| 0.04423240863 | 1 | 0.1% | |
| 1.089724325 | 1 | 0.1% | |
| 1.37635422 | 1 | 0.1% | |
| -0.07876794164 | 1 | 0.1% | |
| 0.3318676233 | 1 | 0.1% | |
| -1.653217704 | 1 | 0.1% | |
| -1.448056352 | 1 | 0.1% | |
| 0.5652560448 | 1 | 0.1% | |
| -1.158644464 | 1 | 0.1% | |
| 0.8850331934 | 1 | 0.1% | |
| 1.860142652 | 1 | 0.1% | |
| -1.977419448 | 1 | 0.1% | |
| -0.4567893272 | 1 | 0.1% | |
| -0.6544137742 | 1 | 0.1% | |
| -1.44041433 | 1 | 0.1% | |
| -1.190419243 | 1 | 0.1% | |
| -3.309190753 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.309190753 | 1 | 0.1% | |
| -2.99738816 | 1 | 0.1% | |
| -2.90374898 | 1 | 0.1% | |
| -2.743150578 | 1 | 0.1% | |
| -2.621371668 | 1 | 0.1% | |
| -2.428634947 | 1 | 0.1% | |
| -2.314834609 | 1 | 0.1% | |
| -2.234134604 | 1 | 0.1% | |
| -2.161698804 | 1 | 0.1% | |
| -2.157412332 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.069130885 | 1 | 0.1% | |
| 2.713626565 | 1 | 0.1% | |
| 2.501915183 | 1 | 0.1% | |
| 2.345426329 | 1 | 0.1% | |
| 2.325662058 | 1 | 0.1% | |
| 2.214459189 | 1 | 0.1% | |
| 2.163435228 | 1 | 0.1% | |
| 2.14817486 | 1 | 0.1% | |
| 2.076140421 | 1 | 0.1% | |
| 2.015026797 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.03558596366 |
|---|---|
| Minimum | -3.476858222 |
| Maximum | 2.872210759 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.476858222 |
|---|---|
| 5-th percentile | -1.484681976 |
| Q1 | -0.5664160187 |
| median | 0.05793634204 |
| Q3 | 0.6412984388 |
| 95-th percentile | 1.551661878 |
| Maximum | 2.872210759 |
| Range | 6.349068981 |
| Interquartile range (IQR) | 1.207714458 |
Descriptive statistics
| Standard deviation | 0.9205807223 |
|---|---|
| Coefficient of variation (CV) | 25.86920875 |
| Kurtosis | 0.1243127468 |
| Mean | 0.03558596366 |
| Median Absolute Deviation (MAD) | 0.611067231 |
| Skewness | -0.1002502659 |
| Sum | 35.58596366 |
| Variance | 0.8474688663 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.1991121738 | 1 | 0.1% | |
| 0.2801623302 | 1 | 0.1% | |
| 1.314569646 | 1 | 0.1% | |
| 0.3370437346 | 1 | 0.1% | |
| 0.7048179348 | 1 | 0.1% | |
| -0.7100857199 | 1 | 0.1% | |
| -0.6623513774 | 1 | 0.1% | |
| 1.935539521 | 1 | 0.1% | |
| 0.3956185544 | 1 | 0.1% | |
| 1.064358421 | 1 | 0.1% | |
| -0.5699128124 | 1 | 0.1% | |
| 0.3220848198 | 1 | 0.1% | |
| -0.1257667384 | 1 | 0.1% | |
| 1.339285957 | 1 | 0.1% | |
| -0.3489736037 | 1 | 0.1% | |
| -0.5867746606 | 1 | 0.1% | |
| 0.2102860044 | 1 | 0.1% | |
| -0.8450841213 | 1 | 0.1% | |
| -0.7358615424 | 1 | 0.1% | |
| -0.9554180581 | 1 | 0.1% | |
| 0.5271773598 | 1 | 0.1% | |
| -0.8978324545 | 1 | 0.1% | |
| -0.2158905955 | 1 | 0.1% | |
| 0.1083139762 | 1 | 0.1% | |
| -0.5617314971 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.476858222 | 1 | 0.1% | |
| -2.937361446 | 1 | 0.1% | |
| -2.932583512 | 1 | 0.1% | |
| -2.567220988 | 1 | 0.1% | |
| -2.511936512 | 1 | 0.1% | |
| -2.480077124 | 1 | 0.1% | |
| -2.460550301 | 1 | 0.1% | |
| -2.444397411 | 1 | 0.1% | |
| -2.295287243 | 1 | 0.1% | |
| -2.271253661 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2.872210759 | 1 | 0.1% | |
| 2.340173447 | 1 | 0.1% | |
| 2.32267871 | 1 | 0.1% | |
| 2.282339719 | 1 | 0.1% | |
| 2.261078741 | 1 | 0.1% | |
| 2.254209914 | 1 | 0.1% | |
| 2.209778924 | 1 | 0.1% | |
| 2.153845818 | 1 | 0.1% | |
| 2.139623263 | 1 | 0.1% | |
| 2.128748028 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.06964668343 |
|---|---|
| Minimum | -2.899371453 |
| Maximum | 3.308334522 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.899371453 |
|---|---|
| 5-th percentile | -1.590609281 |
| Q1 | -0.523209562 |
| median | 0.08203559619 |
| Q3 | 0.6542093828 |
| 95-th percentile | 1.754741944 |
| Maximum | 3.308334522 |
| Range | 6.207705975 |
| Interquartile range (IQR) | 1.177418945 |
Descriptive statistics
| Standard deviation | 0.9799226274 |
|---|---|
| Coefficient of variation (CV) | 14.06991086 |
| Kurtosis | 0.1324762196 |
| Mean | 0.06964668343 |
| Median Absolute Deviation (MAD) | 0.5830340285 |
| Skewness | 0.03594005093 |
| Sum | 69.64668343 |
| Variance | 0.9602483557 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.4489441989 | 1 | 0.1% | |
| -0.0279269743 | 1 | 0.1% | |
| 2.60161626 | 1 | 0.1% | |
| 0.8064218576 | 1 | 0.1% | |
| -0.9891492087 | 1 | 0.1% | |
| 0.6647761546 | 1 | 0.1% | |
| 0.6695800665 | 1 | 0.1% | |
| -0.1552794926 | 1 | 0.1% | |
| -0.04775598206 | 1 | 0.1% | |
| 1.047413264 | 1 | 0.1% | |
| 0.9596412669 | 1 | 0.1% | |
| 0.3471984354 | 1 | 0.1% | |
| -0.1101903666 | 1 | 0.1% | |
| -0.7939721572 | 1 | 0.1% | |
| -0.1098287517 | 1 | 0.1% | |
| 1.29954857 | 1 | 0.1% | |
| -1.089097787 | 1 | 0.1% | |
| -0.6210827116 | 1 | 0.1% | |
| -1.172881278 | 1 | 0.1% | |
| -1.871328829 | 1 | 0.1% | |
| 0.8015147874 | 1 | 0.1% | |
| -0.1780052269 | 1 | 0.1% | |
| 0.7063046431 | 1 | 0.1% | |
| 1.285481185 | 1 | 0.1% | |
| -0.8232759159 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -2.899371453 | 1 | 0.1% | |
| -2.864252909 | 1 | 0.1% | |
| -2.598490607 | 1 | 0.1% | |
| -2.453008348 | 1 | 0.1% | |
| -2.380710133 | 1 | 0.1% | |
| -2.327633832 | 1 | 0.1% | |
| -2.270022309 | 1 | 0.1% | |
| -2.235559262 | 1 | 0.1% | |
| -2.19815444 | 1 | 0.1% | |
| -2.194322995 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.308334522 | 1 | 0.1% | |
| 3.306381994 | 1 | 0.1% | |
| 2.766307489 | 1 | 0.1% | |
| 2.6922296 | 1 | 0.1% | |
| 2.60161626 | 1 | 0.1% | |
| 2.560894677 | 1 | 0.1% | |
| 2.559797762 | 1 | 0.1% | |
| 2.527878073 | 1 | 0.1% | |
| 2.505336184 | 1 | 0.1% | |
| 2.463132728 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.007370790032 |
|---|---|
| Minimum | -2.94757438 |
| Maximum | 2.996609879 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.94757438 |
|---|---|
| 5-th percentile | -1.618382206 |
| Q1 | -0.6368944624 |
| median | -0.01565756681 |
| Q3 | 0.6539921712 |
| 95-th percentile | 1.634587923 |
| Maximum | 2.996609879 |
| Range | 5.944184259 |
| Interquartile range (IQR) | 1.290886634 |
Descriptive statistics
| Standard deviation | 0.9809928382 |
|---|---|
| Coefficient of variation (CV) | 133.0919527 |
| Kurtosis | 0.01278314743 |
| Mean | 0.007370790032 |
| Median Absolute Deviation (MAD) | 0.6422516161 |
| Skewness | 0.02793678279 |
| Sum | 7.370790032 |
| Variance | 0.9623469485 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -1.17019533 | 1 | 0.1% | |
| 1.373493528 | 1 | 0.1% | |
| 0.802320083 | 1 | 0.1% | |
| -0.02858628802 | 1 | 0.1% | |
| 0.09935771982 | 1 | 0.1% | |
| 2.169311921 | 1 | 0.1% | |
| 1.448331324 | 1 | 0.1% | |
| -0.6496636981 | 1 | 0.1% | |
| -0.7786695197 | 1 | 0.1% | |
| 0.7190996562 | 1 | 0.1% | |
| 0.03650646657 | 1 | 0.1% | |
| 1.090672798 | 1 | 0.1% | |
| 0.1668034942 | 1 | 0.1% | |
| -0.1699710163 | 1 | 0.1% | |
| -1.813479959 | 1 | 0.1% | |
| 0.6018167967 | 1 | 0.1% | |
| 2.296306157 | 1 | 0.1% | |
| 1.028168131 | 1 | 0.1% | |
| -1.521701523 | 1 | 0.1% | |
| 1.284446931 | 1 | 0.1% | |
| 0.4693905192 | 1 | 0.1% | |
| -0.5176974149 | 1 | 0.1% | |
| -0.4130036057 | 1 | 0.1% | |
| 0.2537253122 | 1 | 0.1% | |
| 0.2879366178 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -2.94757438 | 1 | 0.1% | |
| -2.903003022 | 1 | 0.1% | |
| -2.747231913 | 1 | 0.1% | |
| -2.742078692 | 1 | 0.1% | |
| -2.73798838 | 1 | 0.1% | |
| -2.484495854 | 1 | 0.1% | |
| -2.455685323 | 1 | 0.1% | |
| -2.403582974 | 1 | 0.1% | |
| -2.402488879 | 1 | 0.1% | |
| -2.367484148 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2.996609879 | 1 | 0.1% | |
| 2.734237405 | 1 | 0.1% | |
| 2.650786915 | 1 | 0.1% | |
| 2.616194485 | 1 | 0.1% | |
| 2.596589875 | 1 | 0.1% | |
| 2.572351912 | 1 | 0.1% | |
| 2.530589171 | 1 | 0.1% | |
| 2.445167256 | 1 | 0.1% | |
| 2.429694757 | 1 | 0.1% | |
| 2.403851319 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.006170171067 |
|---|---|
| Minimum | -2.865765991 |
| Maximum | 3.582445601 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.865765991 |
|---|---|
| 5-th percentile | -1.655269868 |
| Q1 | -0.7361710087 |
| median | 0.04507033055 |
| Q3 | 0.7239814004 |
| 95-th percentile | 1.61175812 |
| Maximum | 3.582445601 |
| Range | 6.448211592 |
| Interquartile range (IQR) | 1.460152409 |
Descriptive statistics
| Standard deviation | 1.018530219 |
|---|---|
| Coefficient of variation (CV) | 165.0732546 |
| Kurtosis | -0.1965980562 |
| Mean | 0.006170171067 |
| Median Absolute Deviation (MAD) | 0.7494133138 |
| Skewness | 0.008025144932 |
| Sum | 6.170171067 |
| Variance | 1.037403807 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -2.200579056 | 1 | 0.1% | |
| -0.1860158866 | 1 | 0.1% | |
| 0.3826525064 | 1 | 0.1% | |
| 1.023847833 | 1 | 0.1% | |
| 0.06241165597 | 1 | 0.1% | |
| 0.470629797 | 1 | 0.1% | |
| 2.39068267 | 1 | 0.1% | |
| -0.2115977674 | 1 | 0.1% | |
| 1.699733824 | 1 | 0.1% | |
| 1.01956381 | 1 | 0.1% | |
| -1.44816478 | 1 | 0.1% | |
| -1.574681638 | 1 | 0.1% | |
| 0.1853329635 | 1 | 0.1% | |
| 0.2623628168 | 1 | 0.1% | |
| 0.2726216668 | 1 | 0.1% | |
| -2.196636955 | 1 | 0.1% | |
| 0.09312196649 | 1 | 0.1% | |
| -0.4093621116 | 1 | 0.1% | |
| -1.175381049 | 1 | 0.1% | |
| 1.537000824 | 1 | 0.1% | |
| 0.3596204218 | 1 | 0.1% | |
| 1.118277609 | 1 | 0.1% | |
| -1.352280578 | 1 | 0.1% | |
| 0.4135383434 | 1 | 0.1% | |
| 0.1060832258 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -2.865765991 | 1 | 0.1% | |
| -2.757966711 | 1 | 0.1% | |
| -2.620821787 | 1 | 0.1% | |
| -2.561022785 | 1 | 0.1% | |
| -2.543528636 | 1 | 0.1% | |
| -2.478719211 | 1 | 0.1% | |
| -2.324523516 | 1 | 0.1% | |
| -2.317360158 | 1 | 0.1% | |
| -2.245634894 | 1 | 0.1% | |
| -2.238159997 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.582445601 | 1 | 0.1% | |
| 3.29536168 | 1 | 0.1% | |
| 2.970231154 | 1 | 0.1% | |
| 2.532293713 | 1 | 0.1% | |
| 2.508698511 | 1 | 0.1% | |
| 2.50605697 | 1 | 0.1% | |
| 2.404155831 | 1 | 0.1% | |
| 2.396182948 | 1 | 0.1% | |
| 2.39068267 | 1 | 0.1% | |
| 2.372829307 | 1 | 0.1% |
y
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 500 | 50.0% | |
| 0 | 500 | 50.0% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| X0 | X1 | X2 | X3 | X4 | X5 | X6 | X7 | X8 | X9 | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1.028100 | -1.992137 | -0.254289 | 0.487306 | 0.091235 | 1.083912 | -1.046137 | -0.196971 | 1.731423 | 0.727422 | 1 |
| 1 | 0.250640 | 0.402466 | -0.557325 | -0.250796 | -0.265171 | -0.578921 | 0.571300 | 0.719801 | -0.287344 | 0.063151 | 1 |
| 2 | -0.159392 | -0.158765 | -0.711327 | -0.894682 | 2.372195 | -0.284268 | -0.118427 | -0.409017 | -0.049397 | 0.608054 | 0 |
| 3 | 0.771161 | 0.558966 | -0.124022 | 0.625517 | 0.096464 | 0.212691 | -2.511937 | 0.497341 | 0.487945 | -1.636284 | 0 |
| 4 | 0.639496 | -0.526567 | -1.090361 | -2.304374 | -0.368019 | -0.806963 | 0.233263 | 0.354541 | 1.127811 | -0.226563 | 1 |
| 5 | -0.351053 | -0.934995 | 1.408806 | 0.215245 | -0.163139 | 0.282491 | 0.283045 | -0.910362 | -1.334853 | -0.286630 | 1 |
| 6 | 0.283811 | -0.245446 | 0.789558 | -0.663316 | 0.802251 | 1.230017 | 0.337044 | 1.275992 | -0.492083 | -1.857915 | 1 |
| 7 | -0.692425 | -1.784079 | -0.464841 | 0.071771 | -0.759470 | 0.892033 | -1.073160 | -0.862433 | -1.364871 | -0.141209 | 0 |
| 8 | 1.598259 | -0.014098 | -0.270219 | 0.747848 | 1.601156 | -1.114308 | -0.058116 | 0.478911 | 0.378044 | 0.491780 | 1 |
| 9 | -0.071195 | 0.095779 | 0.117789 | -1.287886 | -0.334598 | 0.141755 | -0.266931 | -1.126184 | -0.131323 | 1.372875 | 0 |
Last rows
| X0 | X1 | X2 | X3 | X4 | X5 | X6 | X7 | X8 | X9 | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 990 | -0.331522 | 0.420410 | -0.910854 | -0.148829 | -0.173143 | -0.931582 | 2.209779 | -0.039708 | -0.810690 | -0.296343 | 1 |
| 991 | -0.901889 | 0.527717 | 0.935284 | -0.275816 | 0.074905 | -1.018102 | 0.372643 | 2.141695 | -1.220169 | -2.757967 | 0 |
| 992 | -0.187360 | 1.676172 | -0.130369 | -1.639558 | -1.387386 | -1.611443 | 0.899329 | 1.269481 | -2.484496 | 0.408686 | 0 |
| 993 | -1.095889 | -1.144771 | 1.833953 | 0.290945 | 0.002247 | 1.521028 | 0.271064 | -0.793672 | -1.247721 | -0.714275 | 1 |
| 994 | 0.779885 | 1.477437 | 0.050804 | -0.223478 | -1.478924 | -1.937121 | -0.156316 | -0.555225 | -2.282085 | 0.993780 | 1 |
| 995 | -0.107663 | 0.803407 | -0.412097 | 0.056848 | -1.446449 | -2.062078 | 1.133191 | -1.711870 | 0.257031 | 0.498021 | 0 |
| 996 | -0.265529 | 0.076679 | 1.785340 | -0.431056 | 0.263033 | -0.564667 | 0.568406 | -0.473352 | -0.569473 | 0.460813 | 0 |
| 997 | 1.715023 | 0.252270 | 0.413710 | 0.248921 | -0.410408 | -0.167897 | 0.617703 | 0.413155 | 2.596590 | 0.022077 | 1 |
| 998 | 0.215124 | 1.673176 | -1.228469 | -1.785456 | 0.922773 | -1.960558 | 0.317168 | 0.771615 | -1.609315 | -1.214224 | 0 |
| 999 | 2.109176 | -1.340960 | 1.339050 | -0.338570 | -0.532472 | 0.364612 | 0.986789 | 0.071837 | 1.216665 | -1.099750 | 0 |